Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	18
Number of observations	12205
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.8 MiB
Average record size in memory	239.1 B

Variable types

Numeric	14
Categorical	2
Boolean	2

Alerts

`Administrative` is highly overall correlated with `Administrative_Duration`	High correlation
`Administrative_Duration` is highly overall correlated with `Administrative`	High correlation
`BounceRates` is highly overall correlated with `ExitRates`	High correlation
`ExitRates` is highly overall correlated with `BounceRates` and 1 other fields	High correlation
`Informational` is highly overall correlated with `Informational_Duration`	High correlation
`Informational_Duration` is highly overall correlated with `Informational`	High correlation
`ProductRelated` is highly overall correlated with `ExitRates` and 1 other fields	High correlation
`ProductRelated_Duration` is highly overall correlated with `ProductRelated`	High correlation
`VisitorType` is highly imbalanced (59.8%)	Imbalance
`Administrative` has 5643 (46.2%) zeros	Zeros
`Administrative_Duration` has 5778 (47.3%) zeros	Zeros
`Informational` has 9574 (78.4%) zeros	Zeros
`Informational_Duration` has 9800 (80.3%) zeros	Zeros
`ProductRelated_Duration` has 630 (5.2%) zeros	Zeros
`BounceRates` has 5518 (45.2%) zeros	Zeros
`PageValues` has 9475 (77.6%) zeros	Zeros
`SpecialDay` has 10956 (89.8%) zeros	Zeros

Reproduction

Analysis started	2025-04-18 15:15:12.389278
Analysis finished	2025-04-18 15:18:50.817418
Duration	3 minutes and 38.43 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Administrative
Real number (ℝ)

High correlation Zeros

Distinct	27
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3388775

Minimum	0
Maximum	27
Zeros	5643
Zeros (%)	46.2%
Negative	0
Negative (%)	0.0%
Memory size	190.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	9
Maximum	27
Range	27
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.3304363
Coefficient of variation (CV)	1.4239465
Kurtosis	4.641357
Mean	2.3388775
Median Absolute Deviation (MAD)	1
Skewness	1.9471232
Sum	28546
Variance	11.091806
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	5643	46.2%
1	1354	11.1%
2	1114	9.1%
3	915	7.5%
4	765	6.3%
5	575	4.7%
6	432	3.5%
7	338	2.8%
8	287	2.4%
9	225	1.8%
Other values (17)	557	4.6%

Value	Count	Frequency (%)
0	5643	46.2%
1	1354	11.1%
2	1114	9.1%
3	915	7.5%
4	765	6.3%
5	575	4.7%
6	432	3.5%
7	338	2.8%
8	287	2.4%
9	225	1.8%

Value	Count	Frequency (%)
27	1	< 0.1%
26	1	< 0.1%
24	4	< 0.1%
23	3	< 0.1%
22	4	< 0.1%
21	2	< 0.1%
20	2	< 0.1%
19	6	< 0.1%
18	12	0.1%
17	16	0.1%

Administrative_Duration
Real number (ℝ)

High correlation Zeros

Distinct	3335
Distinct (%)	27.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81.646331

Minimum	0
Maximum	3398.75
Zeros	5778
Zeros (%)	47.3%
Negative	0
Negative (%)	0.0%
Memory size	190.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	9
Q3	94.7
95-th percentile	352.2081
Maximum	3398.75
Range	3398.75
Interquartile range (IQR)	94.7

Descriptive statistics

Standard deviation	177.49185
Coefficient of variation (CV)	2.1739109
Kurtosis	50.136788
Mean	81.646331
Median Absolute Deviation (MAD)	9
Skewness	5.5921516
Sum	996493.47
Variance	31503.355
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5778	47.3%
4	56	0.5%
5	53	0.4%
7	45	0.4%
11	42	0.3%
6	41	0.3%
14	37	0.3%
9	35	0.3%
15	33	0.3%
10	32	0.3%
Other values (3325)	6053	49.6%

Value	Count	Frequency (%)
0	5778	47.3%
1.333333333	1	< 0.1%
2	15	0.1%
3	26	0.2%
3.5	4	< 0.1%
4	56	0.5%
4.333333333	1	< 0.1%
4.5	2	< 0.1%
4.75	1	< 0.1%
5	53	0.4%

Value	Count	Frequency (%)
3398.75	1	< 0.1%
2720.5	1	< 0.1%
2657.318056	1	< 0.1%
2629.253968	1	< 0.1%
2407.42381	1	< 0.1%
2156.166667	1	< 0.1%
2137.112745	1	< 0.1%
2086.75	1	< 0.1%
2047.234848	1	< 0.1%
1951.279141	1	< 0.1%

Informational
Real number (ℝ)

High correlation Zeros

Distinct	17
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50872593

Minimum	0
Maximum	24
Zeros	9574
Zeros (%)	78.4%
Negative	0
Negative (%)	0.0%
Memory size	190.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	24
Range	24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.2756166
Coefficient of variation (CV)	2.5074731
Kurtosis	26.659273
Mean	0.50872593
Median Absolute Deviation (MAD)	0
Skewness	4.0141728
Sum	6209
Variance	1.6271977
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	9574	78.4%
1	1041	8.5%
2	728	6.0%
3	380	3.1%
4	222	1.8%
5	99	0.8%
6	78	0.6%
7	36	0.3%
9	15	0.1%
8	14	0.1%
Other values (7)	18	0.1%

Value	Count	Frequency (%)
0	9574	78.4%
1	1041	8.5%
2	728	6.0%
3	380	3.1%
4	222	1.8%
5	99	0.8%
6	78	0.6%
7	36	0.3%
8	14	0.1%
9	15	0.1%

Value	Count	Frequency (%)
24	1	< 0.1%
16	1	< 0.1%
14	2	< 0.1%
13	1	< 0.1%
12	5	< 0.1%
11	1	< 0.1%
10	7	0.1%
9	15	0.1%
8	14	0.1%
7	36	0.3%

Informational_Duration
Real number (ℝ)

High correlation Zeros

Distinct	1258
Distinct (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.825454

Minimum	0
Maximum	2549.375
Zeros	9800
Zeros (%)	80.3%
Negative	0
Negative (%)	0.0%
Memory size	190.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	199
Maximum	2549.375
Range	2549.375
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	141.42481
Coefficient of variation (CV)	4.0609609
Kurtosis	75.534235
Mean	34.825454
Median Absolute Deviation (MAD)	0
Skewness	7.5402906
Sum	425044.67
Variance	20000.976
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9800	80.3%
9	33	0.3%
10	26	0.2%
6	26	0.2%
7	26	0.2%
13	23	0.2%
12	23	0.2%
16	22	0.2%
8	22	0.2%
11	21	0.2%
Other values (1248)	2183	17.9%

Value	Count	Frequency (%)
0	9800	80.3%
1	3	< 0.1%
1.5	1	< 0.1%
2	11	0.1%
2.5	1	< 0.1%
3	16	0.1%
3.5	1	< 0.1%
4	17	0.1%
5	18	0.1%
5.5	3	< 0.1%

Value	Count	Frequency (%)
2549.375	1	< 0.1%
2256.916667	1	< 0.1%
2252.033333	1	< 0.1%
2195.3	1	< 0.1%
2166.5	1	< 0.1%
2050.433333	1	< 0.1%
1949.166667	1	< 0.1%
1830.5	1	< 0.1%
1779.166667	1	< 0.1%
1778	1	< 0.1%

ProductRelated
Real number (ℝ)

High correlation

Distinct	311
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.045637

Minimum	0
Maximum	705
Zeros	38
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	190.7 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	8
median	18
Q3	38
95-th percentile	110
Maximum	705
Range	705
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	44.593649
Coefficient of variation (CV)	1.3915669
Kurtosis	31.072712
Mean	32.045637
Median Absolute Deviation (MAD)	13
Skewness	4.3334194
Sum	391117
Variance	1988.5935
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	504	4.1%
3	458	3.8%
2	458	3.8%
4	404	3.3%
6	396	3.2%
7	391	3.2%
5	382	3.1%
8	370	3.0%
10	330	2.7%
9	317	2.6%
Other values (301)	8195	67.1%

Value	Count	Frequency (%)
0	38	0.3%
1	504	4.1%
2	458	3.8%
3	458	3.8%
4	404	3.3%
5	382	3.1%
6	396	3.2%
7	391	3.2%
8	370	3.0%
9	317	2.6%

Value	Count	Frequency (%)
705	1	< 0.1%
686	1	< 0.1%
584	1	< 0.1%
534	1	< 0.1%
518	1	< 0.1%
517	1	< 0.1%
501	1	< 0.1%
486	1	< 0.1%
470	1	< 0.1%
449	1	< 0.1%

ProductRelated_Duration
Real number (ℝ)

High correlation Zeros

Distinct	9551
Distinct (%)	78.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1206.9825

Minimum	0
Maximum	63973.522
Zeros	630
Zeros (%)	5.2%
Negative	0
Negative (%)	0.0%
Memory size	190.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	193
median	608.94286
Q3	1477.1548
95-th percentile	4312.9563
Maximum	63973.522
Range	63973.522
Interquartile range (IQR)	1284.1548

Descriptive statistics

Standard deviation	1919.6014
Coefficient of variation (CV)	1.5904137
Kurtosis	136.68145
Mean	1206.9825
Median Absolute Deviation (MAD)	502.44286
Skewness	7.2531611
Sum	14731221
Variance	3684869.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	630	5.2%
17	21	0.2%
11	17	0.1%
8	17	0.1%
15	16	0.1%
12	15	0.1%
22	15	0.1%
19	15	0.1%
13	14	0.1%
7	14	0.1%
Other values (9541)	11431	93.7%

Value	Count	Frequency (%)
0	630	5.2%
0.5	1	< 0.1%
1	2	< 0.1%
2.333333333	1	< 0.1%
2.666666667	1	< 0.1%
3	5	< 0.1%
4	10	0.1%
5	13	0.1%
5.333333333	1	< 0.1%
6	5	< 0.1%

Value	Count	Frequency (%)
63973.52223	1	< 0.1%
43171.23338	1	< 0.1%
29970.46597	1	< 0.1%
27009.85943	1	< 0.1%
24844.1562	1	< 0.1%
23888.81	1	< 0.1%
23342.08205	1	< 0.1%
23050.10414	1	< 0.1%
21857.04648	1	< 0.1%
21672.24425	1	< 0.1%

BounceRates
Real number (ℝ)

High correlation Zeros

Distinct	1872
Distinct (%)	15.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.020370317

Minimum	0
Maximum	0.2
Zeros	5518
Zeros (%)	45.2%
Negative	0
Negative (%)	0.0%
Memory size	190.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.002898551
Q3	0.016666667
95-th percentile	0.14933333
Maximum	0.2
Range	0.2
Interquartile range (IQR)	0.016666667

Descriptive statistics

Standard deviation	0.045255441
Coefficient of variation (CV)	2.2216365
Kurtosis	9.3339878
Mean	0.020370317
Median Absolute Deviation (MAD)	0.002898551
Skewness	3.1624251
Sum	248.61972
Variance	0.0020480549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5518	45.2%
0.2	575	4.7%
0.066666667	134	1.1%
0.028571429	115	0.9%
0.05	113	0.9%
0.033333333	101	0.8%
0.025	100	0.8%
0.016666667	99	0.8%
0.1	98	0.8%
0.04	96	0.8%
Other values (1862)	5256	43.1%

Value	Count	Frequency (%)
0	5518	45.2%
2.73 × 10^-5	1	< 0.1%
3.35 × 10^-5	1	< 0.1%
3.83 × 10^-5	1	< 0.1%
3.94 × 10^-5	1	< 0.1%
7.09 × 10^-5	1	< 0.1%
7.27 × 10^-5	1	< 0.1%
7.5 × 10^-5	1	< 0.1%
8.01 × 10^-5	1	< 0.1%
8.08 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.2	575	4.7%
0.183333333	1	< 0.1%
0.18	5	< 0.1%
0.176923077	1	< 0.1%
0.175	1	< 0.1%
0.166666667	4	< 0.1%
0.164285714	1	< 0.1%
0.164230769	1	< 0.1%
0.161904762	1	< 0.1%
0.16	3	< 0.1%

ExitRates
Real number (ℝ)

High correlation

Distinct	4777
Distinct (%)	39.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.041465596

Minimum	0
Maximum	0.2
Zeros	76
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	190.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.004545455
Q1	0.014230973
median	0.025
Q3	0.048529412
95-th percentile	0.17371429
Maximum	0.2
Range	0.2
Interquartile range (IQR)	0.034298439

Descriptive statistics

Standard deviation	0.046162702
Coefficient of variation (CV)	1.1132772
Kurtosis	4.6420704
Mean	0.041465596
Median Absolute Deviation (MAD)	0.013888889
Skewness	2.2346447
Sum	506.0876
Variance	0.0021309951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	585	4.8%
0.1	338	2.8%
0.05	329	2.7%
0.033333333	291	2.4%
0.066666667	267	2.2%
0.025	224	1.8%
0.04	214	1.8%
0.016666667	181	1.5%
0.02	167	1.4%
0.022222222	152	1.2%
Other values (4767)	9457	77.5%

Value	Count	Frequency (%)
0	76	0.6%
0.000175593	1	< 0.1%
0.000250438	1	< 0.1%
0.000262123	1	< 0.1%
0.000263158	1	< 0.1%
0.000292398	1	< 0.1%
0.000409836	1	< 0.1%
0.000446429	1	< 0.1%
0.000468384	1	< 0.1%
0.000480769	1	< 0.1%

Value	Count	Frequency (%)
0.2	585	4.8%
0.192307692	1	< 0.1%
0.188888889	2	< 0.1%
0.186666667	4	< 0.1%
0.183333333	2	< 0.1%
0.181818182	1	< 0.1%
0.18034188	1	< 0.1%
0.18	3	< 0.1%
0.177777778	5	< 0.1%
0.175	6	< 0.1%

PageValues
Real number (ℝ)

Zeros

Distinct	2704
Distinct (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.9495739

Minimum	0
Maximum	361.76374
Zeros	9475
Zeros (%)	77.6%
Negative	0
Negative (%)	0.0%
Memory size	190.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	38.301457
Maximum	361.76374
Range	361.76374
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	18.653671
Coefficient of variation (CV)	3.1352953
Kurtosis	64.998027
Mean	5.9495739
Median Absolute Deviation (MAD)	0
Skewness	6.3509827
Sum	72614.549
Variance	347.95945
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9475	77.6%
53.988	6	< 0.1%
42.29306752	3	< 0.1%
40.27815244	2	< 0.1%
54.98	2	< 0.1%
58.9241766	2	< 0.1%
44.89345937	2	< 0.1%
59.988	2	< 0.1%
6.221045455	2	< 0.1%
12.55885714	2	< 0.1%
Other values (2694)	2707	22.2%

Value	Count	Frequency (%)
0	9475	77.6%
0.038034542	1	< 0.1%
0.067049546	1	< 0.1%
0.093546949	1	< 0.1%
0.098621403	1	< 0.1%
0.120699914	1	< 0.1%
0.129676893	1	< 0.1%
0.131837013	1	< 0.1%
0.139200623	1	< 0.1%
0.150650498	1	< 0.1%

Value	Count	Frequency (%)
361.7637419	1	< 0.1%
360.9533839	1	< 0.1%
287.9537928	1	< 0.1%
270.7846931	1	< 0.1%
261.4912857	1	< 0.1%
258.5498732	1	< 0.1%
255.5691579	1	< 0.1%
254.6071579	1	< 0.1%
246.7585902	1	< 0.1%
239.98	1	< 0.1%

SpecialDay
Real number (ℝ)

Zeros

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.061941827

Minimum	0
Maximum	1
Zeros	10956
Zeros (%)	89.8%
Negative	0
Negative (%)	0.0%
Memory size	190.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.6
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.19966622
Coefficient of variation (CV)	3.2234474
Kurtosis	9.7976461
Mean	0.061941827
Median Absolute Deviation (MAD)	0
Skewness	3.2859019
Sum	756
Variance	0.039866599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	10956	89.8%
0.6	350	2.9%
0.8	324	2.7%
0.4	243	2.0%
0.2	178	1.5%
1	154	1.3%

Value	Count	Frequency (%)
0	10956	89.8%
0.2	178	1.5%
0.4	243	2.0%
0.6	350	2.9%
0.8	324	2.7%
1	154	1.3%

Value	Count	Frequency (%)
1	154	1.3%
0.8	324	2.7%
0.6	350	2.9%
0.4	243	2.0%
0.2	178	1.5%
0	10956	89.8%

Month
Categorical

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	715.4 KiB

May	3329
Nov	2982
Mar	1860
Dec	1706
Oct	549
Other values (5)	1779

Length

Max length	4
Median length	3
Mean length	3.0233511
Min length	3

Characters and Unicode

Total characters	36900
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Feb
2nd row	Feb
3rd row	Feb
4th row	Feb
5th row	Feb

Common Values

Value	Count	Frequency (%)
May	3329	27.3%
Nov	2982	24.4%
Mar	1860	15.2%
Dec	1706	14.0%
Oct	549	4.5%
Sep	448	3.7%
Aug	433	3.5%
Jul	432	3.5%
June	285	2.3%
Feb	181	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
may	3329	27.3%
nov	2982	24.4%
mar	1860	15.2%
dec	1706	14.0%
oct	549	4.5%
sep	448	3.7%
aug	433	3.5%
jul	432	3.5%
june	285	2.3%
feb	181	1.5%

Most occurring characters

Value	Count	Frequency (%)
M	5189	14.1%
a	5189	14.1%
y	3329	9.0%
N	2982	8.1%
o	2982	8.1%
v	2982	8.1%
e	2620	7.1%
c	2255	6.1%
r	1860	5.0%
D	1706	4.6%
Other values (12)	5806	15.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	36900	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
M	5189	14.1%
a	5189	14.1%
y	3329	9.0%
N	2982	8.1%
o	2982	8.1%
v	2982	8.1%
e	2620	7.1%
c	2255	6.1%
r	1860	5.0%
D	1706	4.6%
Other values (12)	5806	15.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	36900	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
M	5189	14.1%
a	5189	14.1%
y	3329	9.0%
N	2982	8.1%
o	2982	8.1%
v	2982	8.1%
e	2620	7.1%
c	2255	6.1%
r	1860	5.0%
D	1706	4.6%
Other values (12)	5806	15.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	36900	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
M	5189	14.1%
a	5189	14.1%
y	3329	9.0%
N	2982	8.1%
o	2982	8.1%
v	2982	8.1%
e	2620	7.1%
c	2255	6.1%
r	1860	5.0%
D	1706	4.6%
Other values (12)	5806	15.7%

OperatingSystems
Real number (ℝ)

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1242114

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	190.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	3
Maximum	8
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.90682323
Coefficient of variation (CV)	0.42689877
Kurtosis	10.278024
Mean	2.1242114
Median Absolute Deviation (MAD)	0
Skewness	2.0326127
Sum	25926
Variance	0.82232838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	6541	53.6%
1	2549	20.9%
3	2530	20.7%
4	478	3.9%
8	75	0.6%
6	19	0.2%
7	7	0.1%
5	6	< 0.1%

Value	Count	Frequency (%)
1	2549	20.9%
2	6541	53.6%
3	2530	20.7%
4	478	3.9%
5	6	< 0.1%
6	19	0.2%
7	7	0.1%
8	75	0.6%

Value	Count	Frequency (%)
8	75	0.6%
7	7	0.1%
6	19	0.2%
5	6	< 0.1%
4	478	3.9%
3	2530	20.7%
2	6541	53.6%
1	2549	20.9%

Browser
Real number (ℝ)

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3578042

Minimum	1
Maximum	13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	190.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	5
Maximum	13
Range	12
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.7101139
Coefficient of variation (CV)	0.72529936
Kurtosis	12.553627
Mean	2.3578042
Median Absolute Deviation (MAD)	0
Skewness	3.217404
Sum	28777
Variance	2.9244894
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
2	7883	64.6%
1	2427	19.9%
4	731	6.0%
5	465	3.8%
6	174	1.4%
10	163	1.3%
8	135	1.1%
3	105	0.9%
13	56	0.5%
7	49	0.4%
Other values (3)	17	0.1%

Value	Count	Frequency (%)
1	2427	19.9%
2	7883	64.6%
3	105	0.9%
4	731	6.0%
5	465	3.8%
6	174	1.4%
7	49	0.4%
8	135	1.1%
9	1	< 0.1%
10	163	1.3%

Value	Count	Frequency (%)
13	56	0.5%
12	10	0.1%
11	6	< 0.1%
10	163	1.3%
9	1	< 0.1%
8	135	1.1%
7	49	0.4%
6	174	1.4%
5	465	3.8%
4	731	6.0%

Region
Real number (ℝ)

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1532978

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	190.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	4
95-th percentile	8
Maximum	9
Range	8
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.40234
Coefficient of variation (CV)	0.76185
Kurtosis	-0.15996163
Mean	3.1532978
Median Absolute Deviation (MAD)	2
Skewness	0.97848029
Sum	38486
Variance	5.7712373
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	4714	38.6%
3	2379	19.5%
4	1171	9.6%
2	1128	9.2%
6	801	6.6%
7	758	6.2%
9	505	4.1%
8	431	3.5%
5	318	2.6%

Value	Count	Frequency (%)
1	4714	38.6%
2	1128	9.2%
3	2379	19.5%
4	1171	9.6%
5	318	2.6%
6	801	6.6%
7	758	6.2%
8	431	3.5%
9	505	4.1%

Value	Count	Frequency (%)
9	505	4.1%
8	431	3.5%
7	758	6.2%
6	801	6.6%
5	318	2.6%
4	1171	9.6%
3	2379	19.5%
2	1128	9.2%
1	4714	38.6%

TrafficType
Real number (ℝ)

Distinct	20
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0739041

Minimum	1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	190.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	4
95-th percentile	13
Maximum	20
Range	19
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.0166539
Coefficient of variation (CV)	0.98594708
Kurtosis	3.4654446
Mean	4.0739041
Median Absolute Deviation (MAD)	1
Skewness	1.9585136
Sum	49722
Variance	16.133509
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
2	3911	32.0%
1	2388	19.6%
3	2013	16.5%
4	1066	8.7%
13	728	6.0%
10	450	3.7%
6	443	3.6%
8	343	2.8%
5	260	2.1%
11	247	2.0%
Other values (10)	356	2.9%

Value	Count	Frequency (%)
1	2388	19.6%
2	3911	32.0%
3	2013	16.5%
4	1066	8.7%
5	260	2.1%
6	443	3.6%
7	40	0.3%
8	343	2.8%
9	41	0.3%
10	450	3.7%

Value	Count	Frequency (%)
20	193	1.6%
19	17	0.1%
18	10	0.1%
17	1	< 0.1%
16	3	< 0.1%
15	37	0.3%
14	13	0.1%
13	728	6.0%
12	1	< 0.1%
11	247	2.0%

VisitorType
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	871.1 KiB

Returning_Visitor	10431
New_Visitor	1693
Other	81

Length

Max length	17
Median length	17
Mean length	16.088079
Min length	5

Characters and Unicode

Total characters	196355
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Returning_Visitor
2nd row	Returning_Visitor
3rd row	Returning_Visitor
4th row	Returning_Visitor
5th row	Returning_Visitor

Common Values

Value	Count	Frequency (%)
Returning_Visitor	10431	85.5%
New_Visitor	1693	13.9%
Other	81	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
returning_visitor	10431	85.5%
new_visitor	1693	13.9%
other	81	0.7%

Most occurring characters

Value	Count	Frequency (%)
i	34679	17.7%
t	22636	11.5%
r	22636	11.5%
n	20862	10.6%
e	12205	6.2%
s	12124	6.2%
V	12124	6.2%
_	12124	6.2%
o	12124	6.2%
g	10431	5.3%
Other values (6)	24410	12.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	196355	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	34679	17.7%
t	22636	11.5%
r	22636	11.5%
n	20862	10.6%
e	12205	6.2%
s	12124	6.2%
V	12124	6.2%
_	12124	6.2%
o	12124	6.2%
g	10431	5.3%
Other values (6)	24410	12.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	196355	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	34679	17.7%
t	22636	11.5%
r	22636	11.5%
n	20862	10.6%
e	12205	6.2%
s	12124	6.2%
V	12124	6.2%
_	12124	6.2%
o	12124	6.2%
g	10431	5.3%
Other values (6)	24410	12.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	196355	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	34679	17.7%
t	22636	11.5%
r	22636	11.5%
n	20862	10.6%
e	12205	6.2%
s	12124	6.2%
V	12124	6.2%
_	12124	6.2%
o	12124	6.2%
g	10431	5.3%
Other values (6)	24410	12.4%

Weekend
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	107.3 KiB

False	9346
True	2859

Value	Count	Frequency (%)
False	9346	76.6%
True	2859	23.4%

Revenue
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	107.3 KiB

False	10297
True	1908

Value	Count	Frequency (%)
False	10297	84.4%
True	1908	15.6%

	Administrative	Administrative_Duration	BounceRates	Browser	ExitRates	Informational	Informational_Duration	Month	OperatingSystems	PageValues	ProductRelated	ProductRelated_Duration	Region	Revenue	SpecialDay	TrafficType	VisitorType	Weekend
Administrative	1.000	0.939	-0.140	-0.015	-0.425	0.367	0.360	0.050	-0.006	0.325	0.452	0.413	0.007	0.128	-0.129	-0.016	0.085	0.025
Administrative_Duration	0.939	1.000	-0.149	-0.026	-0.429	0.354	0.350	0.019	-0.009	0.314	0.422	0.405	0.016	0.063	-0.135	-0.019	0.008	0.000
BounceRates	-0.140	-0.149	1.000	-0.044	0.589	0.016	0.007	0.054	0.057	-0.116	-0.022	-0.050	-0.013	0.165	0.143	0.023	0.119	0.042
Browser	-0.015	-0.026	-0.044	1.000	-0.013	-0.022	-0.015	0.057	0.370	0.025	0.040	0.043	0.055	0.040	0.020	-0.002	0.463	0.058
ExitRates	-0.425	-0.429	0.589	-0.013	1.000	-0.180	-0.195	0.058	0.025	-0.304	-0.504	-0.461	0.001	0.241	0.159	0.029	0.182	0.059
Informational	0.367	0.354	0.016	-0.022	-0.180	1.000	0.951	0.017	-0.001	0.217	0.366	0.365	-0.025	0.076	-0.056	-0.031	0.029	0.010
Informational_Duration	0.360	0.350	0.007	-0.015	-0.195	0.951	1.000	0.008	0.002	0.222	0.358	0.360	-0.017	0.067	-0.056	-0.029	0.009	0.000
Month	0.050	0.019	0.054	0.057	0.058	0.017	0.008	1.000	0.055	0.018	0.068	0.046	0.036	0.173	0.238	0.159	0.134	0.059
OperatingSystems	-0.006	-0.009	0.057	0.370	0.025	-0.001	0.002	0.055	1.000	-0.013	0.019	0.021	0.025	0.075	0.022	0.079	0.453	0.117
PageValues	0.325	0.314	-0.116	0.025	-0.304	0.217	0.222	0.018	-0.013	1.000	0.338	0.357	-0.000	0.413	-0.072	-0.020	0.111	0.031
ProductRelated	0.452	0.422	-0.022	0.040	-0.504	0.366	0.358	0.068	0.019	0.338	1.000	0.879	-0.026	0.125	-0.027	-0.078	0.080	0.000
ProductRelated_Duration	0.413	0.405	-0.050	0.043	-0.461	0.365	0.360	0.046	0.021	0.357	0.879	1.000	-0.015	0.071	-0.055	-0.080	0.036	0.004
Region	0.007	0.016	-0.013	0.055	0.001	-0.025	-0.017	0.036	0.025	-0.000	-0.026	-0.015	1.000	0.012	-0.015	-0.007	0.172	0.015
Revenue	0.128	0.063	0.165	0.040	0.241	0.076	0.067	0.173	0.075	0.413	0.125	0.071	0.012	1.000	0.087	0.120	0.103	0.026
SpecialDay	-0.129	-0.135	0.143	0.020	0.159	-0.056	-0.056	0.238	0.022	-0.072	-0.027	-0.055	-0.015	0.087	1.000	0.111	0.065	0.260
TrafficType	-0.016	-0.019	0.023	-0.002	0.029	-0.031	-0.029	0.159	0.079	-0.020	-0.078	-0.080	-0.007	0.120	0.111	1.000	0.306	0.091
VisitorType	0.085	0.008	0.119	0.463	0.182	0.029	0.009	0.134	0.453	0.111	0.080	0.036	0.172	0.103	0.065	0.306	1.000	0.052
Weekend	0.025	0.000	0.042	0.058	0.059	0.010	0.000	0.059	0.117	0.031	0.000	0.004	0.015	0.026	0.260	0.091	0.052	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Administrative	ProductRelated	ProductRelated_Duration	BounceRates	ExitRates	SpecialDay	Month	OperatingSystems	Browser	Region	TrafficType	VisitorType	Weekend	Revenue
0	0	1	0.000000	0.200000	0.200000	0.0	Feb	1	1	1	1	Returning_Visitor	False	False
1	0	2	64.000000	0.000000	0.100000	0.0	Feb	2	2	1	2	Returning_Visitor	False	False
2	0	1	0.000000	0.200000	0.200000	0.0	Feb	4	1	9	3	Returning_Visitor	False	False
3	0	2	2.666667	0.050000	0.140000	0.0	Feb	3	2	2	4	Returning_Visitor	False	False
4	0	10	627.500000	0.020000	0.050000	0.0	Feb	3	3	1	4	Returning_Visitor	True	False
5	0	19	154.216667	0.015789	0.024561	0.0	Feb	2	2	1	3	Returning_Visitor	False	False
6	0	1	0.000000	0.200000	0.200000	0.4	Feb	2	4	3	3	Returning_Visitor	False	False
7	1	0	0.000000	0.200000	0.200000	0.0	Feb	1	2	1	5	Returning_Visitor	True	False
8	0	2	37.000000	0.000000	0.100000	0.8	Feb	2	2	2	3	Returning_Visitor	False	False
9	0	3	738.000000	0.000000	0.022222	0.4	Feb	2	4	1	2	Returning_Visitor	False	False

	Administrative	Administrative_Duration	Informational	ProductRelated	ProductRelated_Duration	BounceRates	ExitRates	PageValues	Month	OperatingSystems	Browser	Region	TrafficType	VisitorType	Weekend	Revenue
12320	0	0.00	0	8	143.583333	0.014286	0.050000	0.000000	Nov	2	2	3	1	Returning_Visitor	False	False
12321	0	0.00	0	6	0.000000	0.200000	0.200000	0.000000	Nov	1	8	4	1	Returning_Visitor	False	False
12322	6	76.25	0	22	1075.250000	0.000000	0.004167	0.000000	Dec	2	2	4	2	Returning_Visitor	False	False
12323	2	64.75	0	44	1157.976190	0.000000	0.013953	0.000000	Nov	2	2	1	10	Returning_Visitor	False	False
12324	0	0.00	1	16	503.000000	0.000000	0.037647	0.000000	Nov	2	2	1	1	Returning_Visitor	False	False
12325	3	145.00	0	53	1783.791667	0.007143	0.029031	12.241717	Dec	4	6	1	1	Returning_Visitor	True	False
12326	0	0.00	0	5	465.750000	0.000000	0.021333	0.000000	Nov	3	2	1	8	Returning_Visitor	True	False
12327	0	0.00	0	6	184.250000	0.083333	0.086667	0.000000	Nov	3	2	1	13	Returning_Visitor	True	False
12328	4	75.00	0	15	346.000000	0.000000	0.021053	0.000000	Nov	2	2	3	11	Returning_Visitor	False	False
12329	0	0.00	0	3	21.250000	0.000000	0.066667	0.000000	Nov	3	2	1	2	New_Visitor	True	False

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample